Antenna Season Report Notebook¶

Josh Dillon, Last Revised January 2022

This notebook examines an individual antenna's performance over a whole season. This notebook parses information from each nightly rtp_summarynotebook (as saved to .csvs) and builds a table describing antenna performance. It also reproduces per-antenna plots from each auto_metrics notebook pertinent to the specific antenna.

In [1]:
import os
from IPython.display import display, HTML
display(HTML("<style>.container { width:100% !important; }</style>"))
In [2]:
# If you want to run this notebook locally, copy the output of the next cell into the next line of this cell.
# antenna = "004"
# csv_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/_rtp_summary_'
# auto_metrics_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/auto_metrics_inspect'
# os.environ["ANTENNA"] = antenna
# os.environ["CSV_FOLDER"] = csv_folder
# os.environ["AUTO_METRICS_FOLDER"] = auto_metrics_folder
In [3]:
# Use environment variables to figure out path to the csvs and auto_metrics
antenna = str(int(os.environ["ANTENNA"]))
csv_folder = os.environ["CSV_FOLDER"]
auto_metrics_folder = os.environ["AUTO_METRICS_FOLDER"]
print(f'antenna = "{antenna}"')
print(f'csv_folder = "{csv_folder}"')
print(f'auto_metrics_folder = "{auto_metrics_folder}"')

antenna = "67"
csv_folder = "/home/obs/src/H6C_Notebooks/_rtp_summary_"
auto_metrics_folder = "/home/obs/src/H6C_Notebooks/auto_metrics_inspect"
In [4]:
display(HTML(f'<h1 style=font-size:50px><u>Antenna {antenna} Report</u><p></p></h1>'))

Antenna 67 Report

In [5]:
import numpy as np
import pandas as pd
pd.set_option('display.max_rows', 1000)
import glob
import re
from hera_notebook_templates.utils import status_colors, Antenna
In [6]:
# load csvs and auto_metrics htmls in reverse chronological order
csvs = sorted(glob.glob(os.path.join(csv_folder, 'rtp_summary_table*.csv')))[::-1]
print(f'Found {len(csvs)} csvs in {csv_folder}')
auto_metric_htmls = sorted(glob.glob(auto_metrics_folder + '/auto_metrics_inspect_*.html'))[::-1]
print(f'Found {len(auto_metric_htmls)} auto_metrics notebooks in {auto_metrics_folder}')

Found 37 csvs in /home/obs/src/H6C_Notebooks/_rtp_summary_
Found 35 auto_metrics notebooks in /home/obs/src/H6C_Notebooks/auto_metrics_inspect
In [7]:
# Per-season options
mean_round_modz_cut = 4
dead_cut = 0.4
crossed_cut = 0.0

def jd_to_summary_url(jd):
    return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H6C_Notebooks/blob/main/_rtp_summary_/rtp_summary_{jd}.html'

def jd_to_auto_metrics_url(jd):
    return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H6C_Notebooks/blob/main/auto_metrics_inspect/auto_metrics_inspect_{jd}.html'

Load relevant info from summary CSVs¶

In [8]:
this_antenna = None
jds = []

# parse information about antennas and nodes
for csv in csvs:
    df = pd.read_csv(csv)
    for n in range(len(df)):
        # Add this day to the antenna
        row = df.loc[n]
        if isinstance(row['Ant'], str) and '<a href' in row['Ant']:
            antnum = int(row['Ant'].split('</a>')[0].split('>')[-1]) # it's a link, extract antnum
        else:
            antnum = int(row['Ant'])
        if antnum != int(antenna):
            continue
        
        if np.issubdtype(type(row['Node']), np.integer):
            row['Node'] = str(row['Node'])
        if type(row['Node']) == str and row['Node'].isnumeric():
            row['Node'] = 'N' + ('0' if len(row['Node']) == 1 else '') + row['Node']
            
        if this_antenna is None:
            this_antenna = Antenna(row['Ant'], row['Node'])
        jd = [int(s) for s in re.split('_|\.', csv) if s.isdigit()][-1]
        jds.append(jd)
        this_antenna.add_day(jd, row)
        break
In [9]:
# build dataframe
to_show = {'JDs': [f'<a href="{jd_to_summary_url(jd)}" target="_blank">{jd}</a>' for jd in jds]}
to_show['A Priori Status'] = [this_antenna.statuses[jd] for jd in jds]

df = pd.DataFrame(to_show)

# create bar chart columns for flagging percentages:
bar_cols = {}
bar_cols['Auto Metrics Flags'] = [this_antenna.auto_flags[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jee)'] = [this_antenna.dead_flags_Jee[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jnn)'] = [this_antenna.dead_flags_Jnn[jd] for jd in jds]
bar_cols['Crossed Fraction in Ant Metrics'] = [this_antenna.crossed_flags[jd] for jd in jds]
bar_cols['Flag Fraction Before Redcal'] = [this_antenna.flags_before_redcal[jd] for jd in jds]
bar_cols['Flagged By Redcal chi^2 Fraction'] = [this_antenna.redcal_flags[jd] for jd in jds]
for col in bar_cols:
    df[col] = bar_cols[col]

z_score_cols = {}
z_score_cols['ee Shape Modified Z-Score'] = [this_antenna.ee_shape_zs[jd] for jd in jds]
z_score_cols['nn Shape Modified Z-Score'] = [this_antenna.nn_shape_zs[jd] for jd in jds]
z_score_cols['ee Power Modified Z-Score'] = [this_antenna.ee_power_zs[jd] for jd in jds]
z_score_cols['nn Power Modified Z-Score'] = [this_antenna.nn_power_zs[jd] for jd in jds]
z_score_cols['ee Temporal Variability Modified Z-Score'] = [this_antenna.ee_temp_var_zs[jd] for jd in jds]
z_score_cols['nn Temporal Variability Modified Z-Score'] = [this_antenna.nn_temp_var_zs[jd] for jd in jds]
z_score_cols['ee Temporal Discontinuties Modified Z-Score'] = [this_antenna.ee_temp_discon_zs[jd] for jd in jds]
z_score_cols['nn Temporal Discontinuties Modified Z-Score'] = [this_antenna.nn_temp_discon_zs[jd] for jd in jds]
for col in z_score_cols:
    df[col] = z_score_cols[col]

ant_metrics_cols = {}
ant_metrics_cols['Average Dead Ant Metric (Jee)'] = [this_antenna.Jee_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Dead Ant Metric (Jnn)'] = [this_antenna.Jnn_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Crossed Ant Metric'] = [this_antenna.crossed_metrics[jd] for jd in jds]
for col in ant_metrics_cols:
    df[col] = ant_metrics_cols[col]

redcal_cols = {}
redcal_cols['Median chi^2 Per Antenna (Jee)'] = [this_antenna.Jee_chisqs[jd] for jd in jds]
redcal_cols['Median chi^2 Per Antenna (Jnn)'] = [this_antenna.Jnn_chisqs[jd] for jd in jds]   
for col in redcal_cols:
    df[col] = redcal_cols[col]

# style dataframe
table = df.style.hide_index()\
          .applymap(lambda val: f'background-color: {status_colors[val]}' if val in status_colors else '', subset=['A Priori Status']) \
          .background_gradient(cmap='viridis', vmax=mean_round_modz_cut * 3, vmin=0, axis=None, subset=list(z_score_cols.keys())) \
          .background_gradient(cmap='bwr_r', vmin=dead_cut-.25, vmax=dead_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
          .background_gradient(cmap='bwr_r', vmin=crossed_cut-.25, vmax=crossed_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
          .background_gradient(cmap='plasma', vmax=4, vmin=1, axis=None, subset=list(redcal_cols.keys())) \
          .applymap(lambda val: 'font-weight: bold' if val < dead_cut else '', subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
          .applymap(lambda val: 'font-weight: bold' if val < crossed_cut else '', subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
          .applymap(lambda val: 'font-weight: bold' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
          .applymap(lambda val: 'color: red' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
          .bar(subset=list(bar_cols.keys()), vmin=0, vmax=1) \
          .format({col: '{:,.4f}'.format for col in z_score_cols}) \
          .format({col: '{:,.4f}'.format for col in ant_metrics_cols}) \
          .format('{:,.2%}', na_rep='-', subset=list(bar_cols.keys())) \
          .set_table_styles([dict(selector="th",props=[('max-width', f'70pt')])])

Table 1: Per-Night RTP Summary Info For This Atenna¶

This table reproduces each night's row for this antenna from the RTP Summary notebooks. For more info on the columns, see those notebooks, linked in the JD column.

In [10]:
display(HTML(f'<h2>Antenna {antenna}, Node {this_antenna.node}:</h2>'))
HTML(table.render(render_links=True, escape=False))

Antenna 67, Node N03:

Out[10]:
JDs A Priori Status Auto Metrics Flags Dead Fraction in Ant Metrics (Jee) Dead Fraction in Ant Metrics (Jnn) Crossed Fraction in Ant Metrics Flag Fraction Before Redcal Flagged By Redcal chi^2 Fraction ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score Average Dead Ant Metric (Jee) Average Dead Ant Metric (Jnn) Average Crossed Ant Metric Median chi^2 Per Antenna (Jee) Median chi^2 Per Antenna (Jnn)
2459852 digital_ok 0.00% 0.00% 0.00% 0.00% 8.65% 0.00% -0.647135 0.612363 -0.379310 0.165268 0.080196 -0.675888 -1.060606 -0.455434 0.8373 0.8460 0.2360 2.752326 2.737841
2459851 digital_ok 0.00% 0.00% 0.00% 0.00% 11.76% 0.00% -0.269702 0.168399 -0.433613 0.576951 0.398644 -0.597364 0.647077 2.166846 0.7750 0.7647 0.3308 1.468511 1.460334
2459850 digital_ok 0.00% 0.00% 0.00% 0.00% 18.02% 0.00% -0.909061 -0.324489 -0.817641 0.204198 0.380674 -0.187969 1.225899 2.730931 0.7537 0.7728 0.3513 1.451728 1.344717
2459849 digital_ok 0.00% 0.00% 0.00% 0.00% 16.67% 0.00% -0.515905 0.070270 1.799414 -0.652381 0.726742 -0.054151 0.761089 3.326551 0.7519 0.7645 0.3550 1.519917 1.427576
2459848 digital_ok 0.00% 0.00% 0.00% 0.00% 30.15% 0.00% -0.021180 -0.378978 2.558241 1.391252 0.347403 1.077816 0.634209 1.186419 0.7266 0.7630 0.3796 1.354466 1.262552
2459847 digital_ok 0.00% 0.00% 0.00% 0.00% 3.21% 1.60% 0.077115 -0.275857 -0.293662 -0.913342 -0.498537 -0.312548 0.290537 1.107854 0.7377 0.7067 0.4201 1.477543 1.386799
2459846 digital_ok 0.00% 0.00% 0.00% 0.00% 33.33% 0.00% -0.106886 -0.875627 -0.033973 -0.998090 0.187234 -0.541512 0.653418 2.239154 0.8496 0.7072 0.4632 1.540838 1.354668
2459845 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 1.146415 0.422307 4.267918 1.476871 -0.354077 -1.009179 0.420663 0.912021 0.7337 0.7583 0.3722 4.534524 5.406399
2459844 digital_ok 100.00% 100.00% 100.00% 0.00% - - 24.964772 22.244021 18.400105 14.474333 2.584343 5.203992 7.132424 12.808491 0.0224 0.0225 0.0003 nan nan
2459843 digital_ok 0.00% 0.66% 0.66% 0.00% 16.30% 0.00% -0.100865 -0.594242 -0.262415 0.585798 1.512394 0.888943 0.570018 2.282285 0.7491 0.7600 0.3736 1.724048 1.627364
2459840 digital_ok 100.00% 100.00% 100.00% 0.00% - - 55.583767 46.791540 11.052645 10.569058 2.734432 9.159022 9.127367 18.871446 0.0204 0.0203 0.0005 nan nan
2459839 digital_ok 100.00% - - - - - 16.877978 14.229488 34.773393 34.369410 0.746988 2.562074 17.270284 29.508192 nan nan nan nan nan
2459838 digital_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459836 digital_ok - 100.00% 100.00% 0.00% - - nan nan nan nan nan nan nan nan 0.0318 0.0335 0.0021 nan nan
2459835 digital_ok 100.00% 100.00% 100.00% 0.00% - - 1.371886 1.020379 -0.190976 5.004482 0.568545 0.905462 0.951665 2.107056 0.0317 0.0328 0.0019 nan nan
2459833 digital_ok 100.00% 100.00% 100.00% 0.00% - - 8.931536 7.598723 6.146382 5.671339 2.730992 5.968670 7.320433 13.809848 0.0235 0.0245 0.0006 nan nan
2459832 digital_ok 0.00% 0.00% 0.00% 0.00% 0.00% 0.00% -1.007806 -1.372969 -0.236320 -1.090767 1.470121 -0.612093 0.632418 3.386544 0.8147 0.5718 0.5453 1.922217 1.769066
2459831 digital_ok 100.00% 100.00% 100.00% 0.00% - - 14.344196 11.361008 28.386118 27.968118 0.734784 3.011207 8.741429 17.229398 0.0207 0.0204 0.0004 nan nan
2459830 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.875262 -1.206367 -0.469295 0.835470 2.086317 1.934023 2.047620 5.497864 0.8150 0.5909 0.5180 4.481201 5.018111
2459829 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.359704 -0.476589 -0.605658 -0.980899 2.303330 0.507167 3.494888 8.380084 0.7715 0.6966 0.3775 17.505768 15.202540
2459828 digital_ok 0.00% 0.00% 0.00% 0.00% 0.00% 0.00% -0.753552 -0.652602 -0.254465 -0.853736 1.049033 2.938252 2.135560 3.645786 0.8122 0.5961 0.5047 1.663791 1.481240
2459827 digital_ok 0.00% 0.00% 0.00% 0.00% 0.00% 0.00% -0.587126 -0.720380 0.084381 0.859122 1.014635 0.255948 -0.238186 -0.226739 0.7745 0.7027 0.3799 1.457793 1.285112
2459826 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.475162 -0.780287 0.813800 -0.504142 2.411748 2.129597 1.658996 6.374921 0.8102 0.6087 0.4903 9.065269 12.161502
2459825 digital_ok 0.00% 0.00% 0.00% 0.00% 0.00% 0.00% -0.865997 -1.218939 0.087122 -0.928125 1.347048 1.313544 -0.532272 0.148997 0.8133 0.6273 0.4839 2.388463 2.065396
2459824 digital_ok 0.00% 0.00% 0.00% 0.00% 0.00% 0.00% 0.108646 -0.146253 -0.039779 0.914075 -0.586538 -0.700599 0.860299 1.735311 0.7401 0.7566 0.3254 1.958685 2.071839
2459823 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.359207 -0.001174 -0.838419 0.177522 1.051559 1.159175 3.172144 9.664574 0.7842 0.6831 0.4220 6.633334 8.374283
2459822 digital_ok 0.00% 0.00% 0.00% 0.00% 0.00% 0.00% -0.810798 -0.452839 -0.493532 0.491633 2.507078 1.419276 0.352538 2.288804 0.8147 0.6465 0.4769 2.073503 1.759036
2459821 digital_ok 0.00% 0.00% 0.00% 0.00% 0.00% 0.00% -1.096048 -0.601578 0.449912 -0.446474 0.316888 0.238246 -0.831652 -0.007001 0.8129 0.6679 0.4783 2.012265 1.652193
2459820 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.872552 -0.686068 0.057090 0.917358 6.258470 3.967479 1.298846 5.703593 0.7860 0.7236 0.3898 4.192813 4.540392
2459817 digital_ok 0.00% 0.00% 0.00% 0.00% 0.00% 23.68% -0.927212 0.121318 -0.462547 0.162597 1.722946 1.225436 -0.002328 0.010076 0.8249 0.7025 0.4703 2.018731 1.872465
2459816 digital_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459815 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.964566 -0.502344 -0.746088 -0.786784 0.944286 0.965096 1.555155 6.945844 0.8220 0.7164 0.4763 4.890460 6.771755
2459814 digital_ok 0.00% - - - - - nan nan nan nan nan nan nan nan nan nan nan nan nan
2459813 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.939413 -0.187084 0.856659 0.094024 9.496135 3.978333 3.488842 5.536612 0.8072 0.7700 0.3663 12.909672 9.498768

Load antenna metric spectra and waterfalls from auto_metrics notebooks.¶

In [11]:
htmls_to_display = []
for am_html in auto_metric_htmls:
    html_to_display = ''
    # read html into a list of lines
    with open(am_html) as f:
        lines = f.readlines()
    
    # find section with this antenna's metric plots and add to html_to_display
    jd = [int(s) for s in re.split('_|\.', am_html) if s.isdigit()][-1]
    try:
        section_start_line = lines.index(f'<h2>Antenna {antenna}: {jd}</h2>\n')
    except ValueError:
        continue
    html_to_display += lines[section_start_line].replace(str(jd), f'<a href="{jd_to_auto_metrics_url(jd)}" target="_blank">{jd}</a>')
    for line in lines[section_start_line + 1:]:
        html_to_display += line
        if '<hr' in line:
            htmls_to_display.append(html_to_display)
            break

Figure 1: Antenna autocorrelation metric spectra and waterfalls.¶

These figures are reproduced from auto_metrics notebooks. For more info on the specific plots and metrics, see those notebooks (linked at the JD). The most recent 100 days (at most) are shown.

In [12]:
for i, html_to_display in enumerate(htmls_to_display):
    if i == 100:
        break
    display(HTML(html_to_display))

Antenna 67: 2459852

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
67 N03 digital_ok nn Shape 0.612363 -0.647135 0.612363 -0.379310 0.165268 0.080196 -0.675888 -1.060606 -0.455434

Antenna 67: 2459851

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
67 N03 digital_ok nn Temporal Discontinuties 2.166846 -0.269702 0.168399 -0.433613 0.576951 0.398644 -0.597364 0.647077 2.166846

Antenna 67: 2459850

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
67 N03 digital_ok nn Temporal Discontinuties 2.730931 -0.909061 -0.324489 -0.817641 0.204198 0.380674 -0.187969 1.225899 2.730931

Antenna 67: 2459849

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
67 N03 digital_ok nn Temporal Discontinuties 3.326551 -0.515905 0.070270 1.799414 -0.652381 0.726742 -0.054151 0.761089 3.326551

Antenna 67: 2459848

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
67 N03 digital_ok ee Power 2.558241 -0.378978 -0.021180 1.391252 2.558241 1.077816 0.347403 1.186419 0.634209

Antenna 67: 2459847

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
67 N03 digital_ok nn Temporal Discontinuties 1.107854 -0.275857 0.077115 -0.913342 -0.293662 -0.312548 -0.498537 1.107854 0.290537

Antenna 67: 2459846

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
67 N03 digital_ok nn Temporal Discontinuties 2.239154 -0.106886 -0.875627 -0.033973 -0.998090 0.187234 -0.541512 0.653418 2.239154

Antenna 67: 2459845

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
67 N03 digital_ok ee Power 4.267918 0.422307 1.146415 1.476871 4.267918 -1.009179 -0.354077 0.912021 0.420663

Antenna 67: 2459844

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
67 N03 digital_ok ee Shape 24.964772 24.964772 22.244021 18.400105 14.474333 2.584343 5.203992 7.132424 12.808491

Antenna 67: 2459843

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
67 N03 digital_ok nn Temporal Discontinuties 2.282285 -0.594242 -0.100865 0.585798 -0.262415 0.888943 1.512394 2.282285 0.570018

Antenna 67: 2459840

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
67 N03 digital_ok ee Shape 55.583767 55.583767 46.791540 11.052645 10.569058 2.734432 9.159022 9.127367 18.871446

Antenna 67: 2459839

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
67 N03 digital_ok ee Power 34.773393 14.229488 16.877978 34.369410 34.773393 2.562074 0.746988 29.508192 17.270284

Antenna 67: 2459838

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
67 N03 digital_ok nn Shape nan nan nan inf inf nan nan nan nan

Antenna 67: 2459835

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
67 N03 digital_ok nn Power 5.004482 1.020379 1.371886 5.004482 -0.190976 0.905462 0.568545 2.107056 0.951665

Antenna 67: 2459833

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
67 N03 digital_ok nn Temporal Discontinuties 13.809848 7.598723 8.931536 5.671339 6.146382 5.968670 2.730992 13.809848 7.320433

Antenna 67: 2459832

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
67 N03 digital_ok nn Temporal Discontinuties 3.386544 -1.007806 -1.372969 -0.236320 -1.090767 1.470121 -0.612093 0.632418 3.386544

Antenna 67: 2459831

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
67 N03 digital_ok ee Power 28.386118 14.344196 11.361008 28.386118 27.968118 0.734784 3.011207 8.741429 17.229398

Antenna 67: 2459830

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
67 N03 digital_ok nn Temporal Discontinuties 5.497864 -0.875262 -1.206367 -0.469295 0.835470 2.086317 1.934023 2.047620 5.497864

Antenna 67: 2459829

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
67 N03 digital_ok nn Temporal Discontinuties 8.380084 -0.476589 -0.359704 -0.980899 -0.605658 0.507167 2.303330 8.380084 3.494888

Antenna 67: 2459828

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
67 N03 digital_ok nn Temporal Discontinuties 3.645786 -0.652602 -0.753552 -0.853736 -0.254465 2.938252 1.049033 3.645786 2.135560

Antenna 67: 2459827

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
67 N03 digital_ok ee Temporal Variability 1.014635 -0.587126 -0.720380 0.084381 0.859122 1.014635 0.255948 -0.238186 -0.226739

Antenna 67: 2459826

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
67 N03 digital_ok nn Temporal Discontinuties 6.374921 -0.780287 -0.475162 -0.504142 0.813800 2.129597 2.411748 6.374921 1.658996

Antenna 67: 2459825

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
67 N03 digital_ok ee Temporal Variability 1.347048 -1.218939 -0.865997 -0.928125 0.087122 1.313544 1.347048 0.148997 -0.532272

Antenna 67: 2459824

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
67 N03 digital_ok nn Temporal Discontinuties 1.735311 0.108646 -0.146253 -0.039779 0.914075 -0.586538 -0.700599 0.860299 1.735311

Antenna 67: 2459823

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
67 N03 digital_ok nn Temporal Discontinuties 9.664574 -0.001174 -0.359207 0.177522 -0.838419 1.159175 1.051559 9.664574 3.172144

Antenna 67: 2459822

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
67 N03 digital_ok ee Temporal Variability 2.507078 -0.810798 -0.452839 -0.493532 0.491633 2.507078 1.419276 0.352538 2.288804

Antenna 67: 2459821

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
67 N03 digital_ok ee Power 0.449912 -0.601578 -1.096048 -0.446474 0.449912 0.238246 0.316888 -0.007001 -0.831652

Antenna 67: 2459820

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
67 N03 digital_ok ee Temporal Variability 6.258470 -0.872552 -0.686068 0.057090 0.917358 6.258470 3.967479 1.298846 5.703593

Antenna 67: 2459817

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
67 N03 digital_ok ee Temporal Variability 1.722946 -0.927212 0.121318 -0.462547 0.162597 1.722946 1.225436 -0.002328 0.010076

Antenna 67: 2459816

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
67 N03 digital_ok nn Shape nan nan nan inf inf nan nan nan nan

Antenna 67: 2459815

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
67 N03 digital_ok nn Temporal Discontinuties 6.945844 -0.502344 -0.964566 -0.786784 -0.746088 0.965096 0.944286 6.945844 1.555155

Antenna 67: 2459814

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
67 N03 digital_ok nn Shape nan nan nan nan nan nan nan nan nan

Antenna 67: 2459813

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
67 N03 digital_ok ee Temporal Variability 9.496135 -0.187084 -0.939413 0.094024 0.856659 3.978333 9.496135 5.536612 3.488842
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